Chaos
A polished draft mixes unsupported certainty, a tenfold cost error, inaccurate privacy language, missing exception logic, excessive density and an unsafe CTA.
Lilambd Sample Project / AI content · release QA · claim verification
AI Content Release Gate
An eight-slide fictional AI-education carousel is decomposed into claims, evidence, calculations, logic paths, density problems and release conditions before publication.
state transformation
Operation
Slide decomposition → claim register → source request → technical and arithmetic QA → logic and density review → risk-ranked repairs → release gate.
Usable state
A reviewer can hold the observed draft, inspect every repair and see which product facts still require verification before release.
uncompressed residual
What the model does not erase.
Product-owner intent, current product labels, legal/privacy interpretation and final aesthetic approval remain human decisions.
observable proof
8 slides and 8 visible repairs
7 claims kept separate from evidence
HOLD / REVIEW / READY release state
synthetic inputs; no client material
return to proof library